{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 遗传算法(Genetic Algorithm, GA)(未完成！)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 种群大小: M = 50\n",
    "# 最大代数: G = 1000\n",
    "# 交叉率: pc = 1, 交叉概率为1保证种群充分进化.\n",
    "# 变异率: pm = 0.1, 一般而言, 变异发生的可能性较小\n",
    "# 编码策略: 长为102的随机数列作为染色体, 值均在[0, 1]中, 按升序可以得到访问序列\n",
    "# 初始种群可以用改良圈算法得到.\n",
    "# \n",
    "\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "# 数据读入, reshape\n",
    "data = np.loadtxt('12.D 飞机侦察地理坐标数据.txt')\n",
    "data = data.reshape((data.shape[0]*4, 2))\n",
    "data = np.insert(data, 0, values=[[70,40]],axis=0)\n",
    "data = np.insert(data, data.shape[0], values=[[70,40]],axis=0)\n",
    "# np.savetxt('sj.txt',a,fmt='%0.4f')\n",
    "\n",
    "# 地球半径\n",
    "R = 6370\n",
    "\n",
    "# 计算间距\n",
    "d = np.zeros((data.shape[0], data.shape[0]), dtype=np.float)\n",
    "tempdata = data/180*np.pi\n",
    "for i in range(len(d)):\n",
    "    for j in range(i+1, len(d)):\n",
    "        d[i][j] = R*np.arccos(np.cos(tempdata[i][0]-tempdata[j][0]) * np.cos(tempdata[i][1]) * np.cos(tempdata[j][1])\n",
    "                              + np.sin(tempdata[i][1]) * np.sin(tempdata[j][1]))\n",
    "d = d + d.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(0)\n",
    "# w为种群个数\n",
    "w = 50\n",
    "# g为进化的代数\n",
    "g = 100\n",
    "\n",
    "J = []\n",
    "for k in range(w):\n",
    "    # 生成初始解\n",
    "    c1 = np.array([0, 101])\n",
    "    c1 = np.insert(c1, 1, values=1 + np.random.permutation([i+1 for i in range(100)]), axis=0)\n",
    "    for t in range(len(c1)):\n",
    "        flag = 0\n",
    "        for m in range(1, len(c1)-2):\n",
    "            for n in range(m+2, len(c1)-1):\n",
    "                if d[c1[m]][c1[n]] + d[c1[m+1]][c1[n+1]] < d[c1[m]][c1[m+1]] + d[c1[n]][c1[n+1]]:\n",
    "                    c1[m:n+1] = c1[n:m-1:-1]\n",
    "                    flag = 1\n",
    "        if flag == 0:\n",
    "            break\n",
    "    J.append(c1)\n",
    "\n",
    "np.savetxt('遗传算法初步结果.txt', J, fmt='%d')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 仍有问题, 还需要Debug"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(50, 102)\n",
      "[[0.         0.95098039 0.42156863 ... 0.99019608 0.74509804 0.99019608]\n",
      " [0.         0.76470588 0.1372549  ... 0.18627451 0.04901961 0.99019608]\n",
      " [0.         0.09803922 0.95098039 ... 0.7254902  0.59803922 0.99019608]\n",
      " ...\n",
      " [0.         0.01960784 0.81372549 ... 0.04901961 0.59803922 0.99019608]\n",
      " [0.         0.2254902  0.49019608 ... 0.99019608 0.66666667 0.99019608]\n",
      " [0.         0.30392157 0.06862745 ... 0.37254902 0.59803922 0.99019608]]\n",
      "210333.4000589942\n",
      "[  0  48  93  37  96  65  16  80  15  29  70   3  42  44  77  56  82  45\n",
      "  89  87  21  18  13  26  67  57   8  17  46   6  97  38  55 100  41  33\n",
      "  71  34  61  79  25   7  78  68  10  20  52  31  91   5  22  28  63  73\n",
      "  58  59  32   4   2  49  50  40  43  53  94  11  95  62  35  14  60  54\n",
      "  36  98  88  72  12  39   9  66  24  51  47  69  23  84  19  81  90  27\n",
      "  85  75  30  76  86   1  83  74  64  92  99 101]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2bfc31de848>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "np.random.seed(0)\n",
    "# w为种群个数\n",
    "w = 50\n",
    "# g为进化的代数\n",
    "g = 100\n",
    "\n",
    "J = np.loadtxt('遗传算法初步结果.txt')\n",
    "J = J / J.shape[1]\n",
    "print(J.shape)\n",
    "print(J)\n",
    "\n",
    "size = J.shape[1]\n",
    "# 遗传算法操作\n",
    "for k in range(g):\n",
    "    # 交配产生子代A的初始染色体\n",
    "    A = J\n",
    "    \n",
    "    # 产生交叉操作的染色体对\n",
    "    c = np.random.permutation([i for i in range(w)])\n",
    "    for i in range(0, w, 2):\n",
    "        F = int(1 + np.floor(100*np.random.rand(1)))\n",
    "        temp = A[c[i], F:]\n",
    "        A[c[i], F:] = A[c[i+1], F:]\n",
    "        A[c[i+1], F:] = temp\n",
    "        \n",
    "    # 确定变异体\n",
    "    by = []\n",
    "    while not len(by):\n",
    "        by = np.nonzero([np.random.rand() < 0.1 for i in range(w)])\n",
    "    B = A[by]\n",
    "    \n",
    "    # 作变异\n",
    "    for j in range(len(by)):\n",
    "        bw = np.sort(1 + np.floor(100*np.random.rand(3))).astype(np.int)\n",
    "        neworder = [i for i in range(bw[0])] + [i for i in range(bw[1], bw[2])] + [i for i in range(bw[0], bw[1])] + [i for i in range(bw[2], 102)]\n",
    "        B[j, :] = B[j, neworder]\n",
    "        \n",
    "    # 父代,子代,变异体合起来\n",
    "    G = np.concatenate((J, A, B), axis=0)\n",
    "    \n",
    "    # 恢复出序列\n",
    "    SG = np.zeros(G.shape, dtype=np.int)\n",
    "    for ind in range(G.shape[0]):\n",
    "        SG[ind] = G[ind].argsort()\n",
    "    \n",
    "    # 计算各个个体代表的路径长度\n",
    "    lengths = np.zeros(G.shape[0], dtype=np.float)\n",
    "    for ind in range(len(SG)):\n",
    "        for vex in range(len(SG[ind])-1):\n",
    "            lengths[ind] += d[SG[ind][vex]][SG[ind][vex+1]]\n",
    "    \n",
    "    bestArg = lengths.argsort()\n",
    "    J = G[bestArg[:50]]\n",
    "      \n",
    "print(lengths[bestArg[0]])\n",
    "path = SG[0]\n",
    "print(path)\n",
    "plt.figure(figsize=(20, 12))\n",
    "divide = 1\n",
    "coordinate_path = np.array([[data[i][0], data[i][1]] for i in path])\n",
    "plt.scatter(coordinate_path[::divide, 0], coordinate_path[::divide, 1], marker='*', color='red')\n",
    "plt.plot(coordinate_path[::divide, 0], coordinate_path[::divide, 1], 'b--')\n",
    "      "
   ]
  }
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